Comparing Profiling Report and Transformed Data

Dataset statistics

	Profiling Report	Transformed Data
Number of variables	23	23
Number of observations	10127	158
Missing cells	0	0
Missing cells (%)	0.0%	0.0%
Duplicate rows	0	0
Duplicate rows (%)	0.0%	0.0%
Total size in memory	1.8 MiB	29.6 KiB
Average record size in memory	184.0 B	192.0 B

Variable types

	Profiling Report	Transformed Data
Numeric	17	17
Categorical	6	6

Alerts

Reproduction

	Profiling Report	Transformed Data
Analysis started	2023-11-09 08:54:11.354149	2023-11-09 08:54:53.148502
Analysis finished	2023-11-09 08:54:33.383344	2023-11-09 08:55:12.505618
Duration	22.03 seconds	19.36 seconds
Software version	ydata-profiling vv4.6.1	ydata-profiling vv4.6.1
Download configuration	config.json	config.json

CLIENTNUM
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	10127	158
Distinct (%)	100.0%	100.0%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	7.3917761 × 10⁸	7.4247182 × 10⁸

	Profiling Report	Transformed Data
Minimum	7.0808208 × 10⁸	7.0839701 × 10⁸
Maximum	8.2834308 × 10⁸	8.2828833 × 10⁸
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	7.0808208 × 10⁸	7.0839701 × 10⁸
5-th percentile	7.0912039 × 10⁸	7.098795 × 10⁸
Q1	7.1303677 × 10⁸	7.1410218 × 10⁸
median	7.1792636 × 10⁸	7.177149 × 10⁸
Q3	7.7314353 × 10⁸	7.7950177 × 10⁸
95-th percentile	8.1421203 × 10⁸	8.190501 × 10⁸
Maximum	8.2834308 × 10⁸	8.2828833 × 10⁸
Range	1.20261 × 10⁸	1.1989132 × 10⁸
Interquartile range (IQR)	60106762	65399588

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	36903783	39299580
Coefficient of variation (CV)	0.049925462	0.052930737
Kurtosis	-0.6156397	-0.84528214
Mean	7.3917761 × 10⁸	7.4247182 × 10⁸
Median Absolute Deviation (MAD)	6347700	5567212.5
Skewness	0.99560101	0.89019404
Sum	7.4856516 × 10¹²	1.1731055 × 10¹¹
Variance	1.3618892 × 10¹⁵	1.544457 × 10¹⁵
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
768805383	1	< 0.1%
711784908	1	< 0.1%
720133908	1	< 0.1%
803197833	1	< 0.1%
812222208	1	< 0.1%
757634583	1	< 0.1%
719362458	1	< 0.1%
789331908	1	< 0.1%
715616358	1	< 0.1%
806900508	1	< 0.1%
Other values (10117)	10117	99.9%

Value	Count	Frequency (%)
715190283	1	0.6%
712613808	1	0.6%
820868508	1	0.6%
789095958	1	0.6%
708397008	1	0.6%
779405133	1	0.6%
789907533	1	0.6%
823908858	1	0.6%
716689383	1	0.6%
715418508	1	0.6%
Other values (148)	148	93.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
708082083	1	< 0.1%
708083283	1	< 0.1%
708084558	1	< 0.1%
708085458	1	< 0.1%
708086958	1	< 0.1%
708095133	1	< 0.1%
708098133	1	< 0.1%
708099183	1	< 0.1%
708100533	1	< 0.1%
708103608	1	< 0.1%

Value	Count	Frequency (%)
708397008	1	0.6%
708426483	1	0.6%
708702258	1	0.6%
708880683	1	0.6%
709094358	1	0.6%
709273383	1	0.6%
709310433	1	0.6%
709788783	1	0.6%
709895508	1	0.6%
710357208	1	0.6%

Value	Count	Frequency (%)
708397008	1	< 0.1%
708426483	1	< 0.1%
708702258	1	< 0.1%
708880683	1	< 0.1%
709094358	1	< 0.1%
709273383	1	< 0.1%
709310433	1	< 0.1%
709788783	1	< 0.1%
709895508	1	< 0.1%
710357208	1	< 0.1%

Value	Count	Frequency (%)
708082083	1	0.6%
708083283	1	0.6%
708084558	1	0.6%
708085458	1	0.6%
708086958	1	0.6%
708095133	1	0.6%
708098133	1	0.6%
708099183	1	0.6%
708100533	1	0.6%
708103608	1	0.6%

Attrition_Flag
Categorical

	Profiling Report	Transformed Data
Distinct	2	2
Distinct (%)	< 0.1%	1.3%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Existing Customer	8500
Attrited Customer	1627

Existing Customer	127
Attrited Customer	31

Length

	Profiling Report	Transformed Data
Max length	17	17
Median length	17	17
Mean length	17	17
Min length	17	17

Characters and Unicode

	Profiling Report	Transformed Data
Total characters	172159	2686
Distinct characters	16	16
Distinct categories	3	3 ?
Distinct scripts	2	2 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Profiling Report	Transformed Data
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Profiling Report	Transformed Data
1st row	Existing Customer	Existing Customer
2nd row	Existing Customer	Existing Customer
3rd row	Existing Customer	Existing Customer
4th row	Existing Customer	Attrited Customer
5th row	Existing Customer	Existing Customer

Common Values

Value	Count	Frequency (%)
Existing Customer	8500	83.9%
Attrited Customer	1627	16.1%

Value	Count	Frequency (%)
Existing Customer	127	80.4%
Attrited Customer	31	19.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Profiling Report

Transformed Data

Value	Count	Frequency (%)
customer	10127	50.0%
existing	8500	42.0%
attrited	1627	8.0%

Value	Count	Frequency (%)
customer	158	50.0%
existing	127	40.2%
attrited	31	9.8%

Most occurring characters

Value	Count	Frequency (%)
t	23508	13.7%
i	18627	10.8%
s	18627	10.8%
e	11754	6.8%
r	11754	6.8%
	10127	5.9%
C	10127	5.9%
u	10127	5.9%
o	10127	5.9%
m	10127	5.9%
Other values (6)	37254	21.6%

Value	Count	Frequency (%)
t	378	14.1%
i	285	10.6%
s	285	10.6%
e	189	7.0%
r	189	7.0%
	158	5.9%
C	158	5.9%
u	158	5.9%
o	158	5.9%
m	158	5.9%
Other values (6)	570	21.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	141778	82.4%
Uppercase Letter	20254	11.8%
Space Separator	10127	5.9%

Value	Count	Frequency (%)
Lowercase Letter	2212	82.4%
Uppercase Letter	316	11.8%
Space Separator	158	5.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	23508	16.6%
i	18627	13.1%
s	18627	13.1%
e	11754	8.3%
r	11754	8.3%
u	10127	7.1%
o	10127	7.1%
m	10127	7.1%
x	8500	6.0%
n	8500	6.0%
Other values (2)	10127	7.1%

Value	Count	Frequency (%)
t	378	17.1%
i	285	12.9%
s	285	12.9%
e	189	8.5%
r	189	8.5%
u	158	7.1%
o	158	7.1%
m	158	7.1%
x	127	5.7%
n	127	5.7%
Other values (2)	158	7.1%

Space Separator

Value	Count	Frequency (%)
	10127	100.0%

Value	Count	Frequency (%)
	158	100.0%

Uppercase Letter

Value	Count	Frequency (%)
C	10127	50.0%
E	8500	42.0%
A	1627	8.0%

Value	Count	Frequency (%)
C	158	50.0%
E	127	40.2%
A	31	9.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	162032	94.1%
Common	10127	5.9%

Value	Count	Frequency (%)
Latin	2528	94.1%
Common	158	5.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	23508	14.5%
i	18627	11.5%
s	18627	11.5%
e	11754	7.3%
r	11754	7.3%
C	10127	6.2%
u	10127	6.2%
o	10127	6.2%
m	10127	6.2%
E	8500	5.2%
Other values (5)	28754	17.7%

Value	Count	Frequency (%)
t	378	15.0%
i	285	11.3%
s	285	11.3%
e	189	7.5%
r	189	7.5%
C	158	6.2%
u	158	6.2%
o	158	6.2%
m	158	6.2%
E	127	5.0%
Other values (5)	443	17.5%

Common

Value	Count	Frequency (%)
	10127	100.0%

Value	Count	Frequency (%)
	158	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	172159	100.0%

Value	Count	Frequency (%)
ASCII	2686	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	23508	13.7%
i	18627	10.8%
s	18627	10.8%
e	11754	6.8%
r	11754	6.8%
	10127	5.9%
C	10127	5.9%
u	10127	5.9%
o	10127	5.9%
m	10127	5.9%
Other values (6)	37254	21.6%

Value	Count	Frequency (%)
t	378	14.1%
i	285	10.6%
s	285	10.6%
e	189	7.0%
r	189	7.0%
	158	5.9%
C	158	5.9%
u	158	5.9%
o	158	5.9%
m	158	5.9%
Other values (6)	570	21.2%

Customer_Age
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	45	33
Distinct (%)	0.4%	20.9%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	46.32596	47.829114

	Profiling Report	Transformed Data
Minimum	26	30
Maximum	73	65
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	26	30
5-th percentile	33	35.85
Q1	41	43
median	46	48
Q3	52	52
95-th percentile	60	61
Maximum	73	65
Range	47	35
Interquartile range (IQR)	11	9

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	8.016814	7.4021799
Coefficient of variation (CV)	0.1730523	0.15476306
Kurtosis	-0.28861992	-0.19481356
Mean	46.32596	47.829114
Median Absolute Deviation (MAD)	6	5
Skewness	-0.033605016	0.073355251
Sum	469143	7557
Variance	64.269307	54.792268
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
44	500	4.9%
49	495	4.9%
46	490	4.8%
45	486	4.8%
47	479	4.7%
43	473	4.7%
48	472	4.7%
50	452	4.5%
42	426	4.2%
51	398	3.9%
Other values (35)	5456	53.9%

Value	Count	Frequency (%)
51	14	8.9%
45	13	8.2%
50	10	6.3%
47	9	5.7%
49	9	5.7%
48	8	5.1%
54	7	4.4%
37	7	4.4%
56	7	4.4%
44	6	3.8%
Other values (23)	68	43.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26	78	0.8%
27	32	0.3%
28	29	0.3%
29	56	0.6%
30	70	0.7%
31	91	0.9%
32	106	1.0%
33	127	1.3%
34	146	1.4%
35	184	1.8%

Value	Count	Frequency (%)
30	1	0.6%
31	1	0.6%
34	4	2.5%
35	2	1.3%
36	2	1.3%
37	7	4.4%
38	2	1.3%
39	4	2.5%
40	4	2.5%
41	3	1.9%

Value	Count	Frequency (%)
30	1	< 0.1%
31	1	< 0.1%
34	4	< 0.1%
35	2	< 0.1%
36	2	< 0.1%
37	7	0.1%
38	2	< 0.1%
39	4	< 0.1%
40	4	< 0.1%
41	3	< 0.1%

Value	Count	Frequency (%)
26	78	49.4%
27	32	20.3%
28	29	18.4%
29	56	35.4%
30	70	44.3%
31	91	57.6%
32	106	67.1%
33	127	80.4%
34	146	92.4%
35	184	116.5%

Gender
Categorical

	Profiling Report	Transformed Data
Distinct	2	2
Distinct (%)	< 0.1%	1.3%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

F	5358
M	4769

F	86
M	72

Length

	Profiling Report	Transformed Data
Max length	1	1
Median length	1	1
Mean length	1	1
Min length	1	1

Characters and Unicode

	Profiling Report	Transformed Data
Total characters	10127	158
Distinct characters	2	2
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Profiling Report	Transformed Data
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Profiling Report	Transformed Data
1st row	M	F
2nd row	F	F
3rd row	M	F
4th row	F	F
5th row	M	M

Common Values

Value	Count	Frequency (%)
F	5358	52.9%
M	4769	47.1%

Value	Count	Frequency (%)
F	86	54.4%
M	72	45.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Profiling Report

Transformed Data

Value	Count	Frequency (%)
f	5358	52.9%
m	4769	47.1%

Value	Count	Frequency (%)
f	86	54.4%
m	72	45.6%

Most occurring characters

Value	Count	Frequency (%)
F	5358	52.9%
M	4769	47.1%

Value	Count	Frequency (%)
F	86	54.4%
M	72	45.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	10127	100.0%

Value	Count	Frequency (%)
Uppercase Letter	158	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
F	5358	52.9%
M	4769	47.1%

Value	Count	Frequency (%)
F	86	54.4%
M	72	45.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10127	100.0%

Value	Count	Frequency (%)
Latin	158	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
F	5358	52.9%
M	4769	47.1%

Value	Count	Frequency (%)
F	86	54.4%
M	72	45.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10127	100.0%

Value	Count	Frequency (%)
ASCII	158	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
F	5358	52.9%
M	4769	47.1%

Value	Count	Frequency (%)
F	86	54.4%
M	72	45.6%

Dependent_count
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	6	6
Distinct (%)	0.1%	3.8%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	2.3462032	2.4113924

	Profiling Report	Transformed Data
Minimum	0	0
Maximum	5	5
Zeros	904	15
Zeros (%)	8.9%	9.5%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	0	0
5-th percentile	0	0
Q1	1	2
median	2	2
Q3	3	3
95-th percentile	4	4
Maximum	5	5
Range	5	5
Interquartile range (IQR)	2	1

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	1.2989083	1.2675758
Coefficient of variation (CV)	0.55362142	0.52566135
Kurtosis	-0.68301665	-0.38155799
Mean	2.3462032	2.4113924
Median Absolute Deviation (MAD)	1	1
Skewness	-0.020825536	-0.14992776
Sum	23760	381
Variance	1.6871629	1.6067484
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	2732	27.0%
2	2655	26.2%
1	1838	18.1%
4	1574	15.5%
0	904	8.9%
5	424	4.2%

Value	Count	Frequency (%)
3	49	31.0%
2	46	29.1%
4	22	13.9%
1	19	12.0%
0	15	9.5%
5	7	4.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	904	8.9%
1	1838	18.1%
2	2655	26.2%
3	2732	27.0%
4	1574	15.5%
5	424	4.2%

Value	Count	Frequency (%)
0	15	9.5%
1	19	12.0%
2	46	29.1%
3	49	31.0%
4	22	13.9%
5	7	4.4%

Value	Count	Frequency (%)
0	15	0.1%
1	19	0.2%
2	46	0.5%
3	49	0.5%
4	22	0.2%
5	7	0.1%

Value	Count	Frequency (%)
0	904	572.2%
1	1838	1163.3%
2	2655	1680.4%
3	2732	1729.1%
4	1574	996.2%
5	424	268.4%

Education_Level
Categorical

	Profiling Report	Transformed Data
Distinct	7	5
Distinct (%)	0.1%	3.2%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Graduate	3128
High School	2013
Unknown	1519
Uneducated	1487
College	1013
Other values (2)	967

Graduate	78
Uneducated	29
Unknown	25
College	15
Doctorate	11

Length

	Profiling Report	Transformed Data
Max length	13	10
Median length	11	9
Mean length	8.9392713	8.1835443
Min length	7	7

Characters and Unicode

	Profiling Report	Transformed Data
Total characters	90528	1293
Distinct characters	25	17
Distinct categories	4	2 ?
Distinct scripts	2	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Profiling Report	Transformed Data
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Profiling Report	Transformed Data
1st row	High School	Graduate
2nd row	Graduate	Graduate
3rd row	Graduate	Uneducated
4th row	High School	Uneducated
5th row	Uneducated	Unknown

Common Values

Value	Count	Frequency (%)
Graduate	3128	30.9%
High School	2013	19.9%
Unknown	1519	15.0%
Uneducated	1487	14.7%
College	1013	10.0%
Post-Graduate	516	5.1%
Doctorate	451	4.5%

Value	Count	Frequency (%)
Graduate	78	49.4%
Uneducated	29	18.4%
Unknown	25	15.8%
College	15	9.5%
Doctorate	11	7.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Profiling Report

Transformed Data

Value	Count	Frequency (%)
graduate	3128	25.8%
high	2013	16.6%
school	2013	16.6%
unknown	1519	12.5%
uneducated	1487	12.2%
college	1013	8.3%
post-graduate	516	4.3%
doctorate	451	3.7%

Value	Count	Frequency (%)
graduate	78	49.4%
uneducated	29	18.4%
unknown	25	15.8%
college	15	9.5%
doctorate	11	7.0%

Most occurring characters

Value	Count	Frequency (%)
a	9226	10.2%
e	9095	10.0%
o	7976	8.8%
d	6618	7.3%
t	6549	7.2%
n	6044	6.7%
u	5131	5.7%
r	4095	4.5%
l	4039	4.5%
h	4026	4.4%
Other values (15)	27729	30.6%

Value	Count	Frequency (%)
a	196	15.2%
e	177	13.7%
d	136	10.5%
t	129	10.0%
u	107	8.3%
n	104	8.0%
r	89	6.9%
G	78	6.0%
o	62	4.8%
U	54	4.2%
Other values (7)	161	12.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	75343	83.2%
Uppercase Letter	12656	14.0%
Space Separator	2013	2.2%
Dash Punctuation	516	0.6%

Value	Count	Frequency (%)
Lowercase Letter	1135	87.8%
Uppercase Letter	158	12.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	9226	12.2%
e	9095	12.1%
o	7976	10.6%
d	6618	8.8%
t	6549	8.7%
n	6044	8.0%
u	5131	6.8%
r	4095	5.4%
l	4039	5.4%
h	4026	5.3%
Other values (6)	12544	16.6%

Value	Count	Frequency (%)
a	196	17.3%
e	177	15.6%
d	136	12.0%
t	129	11.4%
u	107	9.4%
n	104	9.2%
r	89	7.8%
o	62	5.5%
c	40	3.5%
l	30	2.6%
Other values (3)	65	5.7%

Uppercase Letter

Value	Count	Frequency (%)
G	3644	28.8%
U	3006	23.8%
S	2013	15.9%
H	2013	15.9%
C	1013	8.0%
P	516	4.1%
D	451	3.6%

Value	Count	Frequency (%)
G	78	49.4%
U	54	34.2%
C	15	9.5%
D	11	7.0%

Space Separator

Value	Count	Frequency (%)
	2013	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	516	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	87999	97.2%
Common	2529	2.8%

Value	Count	Frequency (%)
Latin	1293	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	9226	10.5%
e	9095	10.3%
o	7976	9.1%
d	6618	7.5%
t	6549	7.4%
n	6044	6.9%
u	5131	5.8%
r	4095	4.7%
l	4039	4.6%
h	4026	4.6%
Other values (13)	25200	28.6%

Value	Count	Frequency (%)
a	196	15.2%
e	177	13.7%
d	136	10.5%
t	129	10.0%
u	107	8.3%
n	104	8.0%
r	89	6.9%
G	78	6.0%
o	62	4.8%
U	54	4.2%
Other values (7)	161	12.5%

Common

Value	Count	Frequency (%)
	2013	79.6%
-	516	20.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	90528	100.0%

Value	Count	Frequency (%)
ASCII	1293	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	9226	10.2%
e	9095	10.0%
o	7976	8.8%
d	6618	7.3%
t	6549	7.2%
n	6044	6.7%
u	5131	5.7%
r	4095	4.5%
l	4039	4.5%
h	4026	4.4%
Other values (15)	27729	30.6%

Value	Count	Frequency (%)
a	196	15.2%
e	177	13.7%
d	136	10.5%
t	129	10.0%
u	107	8.3%
n	104	8.0%
r	89	6.9%
G	78	6.0%
o	62	4.8%
U	54	4.2%
Other values (7)	161	12.5%

Marital_Status
Categorical

	Profiling Report	Transformed Data
Distinct	4	4
Distinct (%)	< 0.1%	2.5%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Married	4687
Single	3943
Unknown	749
Divorced	748

Single	73
Married	68
Unknown	11
Divorced	6

Length

	Profiling Report	Transformed Data
Max length	8	8
Median length	7	7.5
Mean length	6.6845068	6.5759494
Min length	6	6

Characters and Unicode

	Profiling Report	Transformed Data
Total characters	67694	1039
Distinct characters	17	17
Distinct categories	2	2 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Profiling Report	Transformed Data
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Profiling Report	Transformed Data
1st row	Married	Unknown
2nd row	Single	Married
3rd row	Married	Single
4th row	Unknown	Single
5th row	Married	Married

Common Values

Value	Count	Frequency (%)
Married	4687	46.3%
Single	3943	38.9%
Unknown	749	7.4%
Divorced	748	7.4%

Value	Count	Frequency (%)
Single	73	46.2%
Married	68	43.0%
Unknown	11	7.0%
Divorced	6	3.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Profiling Report

Transformed Data

Value	Count	Frequency (%)
married	4687	46.3%
single	3943	38.9%
unknown	749	7.4%
divorced	748	7.4%

Value	Count	Frequency (%)
single	73	46.2%
married	68	43.0%
unknown	11	7.0%
divorced	6	3.8%

Most occurring characters

Value	Count	Frequency (%)
r	10122	15.0%
i	9378	13.9%
e	9378	13.9%
n	6190	9.1%
d	5435	8.0%
M	4687	6.9%
a	4687	6.9%
l	3943	5.8%
g	3943	5.8%
S	3943	5.8%
Other values (7)	5988	8.8%

Value	Count	Frequency (%)
e	147	14.1%
i	147	14.1%
r	142	13.7%
n	106	10.2%
d	74	7.1%
S	73	7.0%
l	73	7.0%
g	73	7.0%
M	68	6.5%
a	68	6.5%
Other values (7)	68	6.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	57567	85.0%
Uppercase Letter	10127	15.0%

Value	Count	Frequency (%)
Lowercase Letter	881	84.8%
Uppercase Letter	158	15.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	10122	17.6%
i	9378	16.3%
e	9378	16.3%
n	6190	10.8%
d	5435	9.4%
a	4687	8.1%
l	3943	6.8%
g	3943	6.8%
o	1497	2.6%
k	749	1.3%
Other values (3)	2245	3.9%

Value	Count	Frequency (%)
e	147	16.7%
i	147	16.7%
r	142	16.1%
n	106	12.0%
d	74	8.4%
l	73	8.3%
g	73	8.3%
a	68	7.7%
o	17	1.9%
k	11	1.2%
Other values (3)	23	2.6%

Uppercase Letter

Value	Count	Frequency (%)
M	4687	46.3%
S	3943	38.9%
U	749	7.4%
D	748	7.4%

Value	Count	Frequency (%)
S	73	46.2%
M	68	43.0%
U	11	7.0%
D	6	3.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	67694	100.0%

Value	Count	Frequency (%)
Latin	1039	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	10122	15.0%
i	9378	13.9%
e	9378	13.9%
n	6190	9.1%
d	5435	8.0%
M	4687	6.9%
a	4687	6.9%
l	3943	5.8%
g	3943	5.8%
S	3943	5.8%
Other values (7)	5988	8.8%

Value	Count	Frequency (%)
e	147	14.1%
i	147	14.1%
r	142	13.7%
n	106	10.2%
d	74	7.1%
S	73	7.0%
l	73	7.0%
g	73	7.0%
M	68	6.5%
a	68	6.5%
Other values (7)	68	6.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67694	100.0%

Value	Count	Frequency (%)
ASCII	1039	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	10122	15.0%
i	9378	13.9%
e	9378	13.9%
n	6190	9.1%
d	5435	8.0%
M	4687	6.9%
a	4687	6.9%
l	3943	5.8%
g	3943	5.8%
S	3943	5.8%
Other values (7)	5988	8.8%

Value	Count	Frequency (%)
e	147	14.1%
i	147	14.1%
r	142	13.7%
n	106	10.2%
d	74	7.1%
S	73	7.0%
l	73	7.0%
g	73	7.0%
M	68	6.5%
a	68	6.5%
Other values (7)	68	6.5%

Income_Category
Categorical

	Profiling Report	Transformed Data
Distinct	6	6
Distinct (%)	0.1%	3.8%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Less than $40K	3561
$40K - $60K	1790
$80K - $120K	1535
$60K - $80K	1402
Unknown	1112

Less than $40K	51
$40K - $60K	33
$60K - $80K	30
Unknown	22
$80K - $120K	14

Length

	Profiling Report	Transformed Data
Max length	14	14
Median length	12	12
Mean length	11.480103	11.297468
Min length	7	7

Characters and Unicode

	Profiling Report	Transformed Data
Total characters	116259	1785
Distinct characters	22	22
Distinct categories	7	7 ?
Distinct scripts	2	2 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Profiling Report	Transformed Data
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Profiling Report	Transformed Data
1st row	$60K - $80K	$40K - $60K
2nd row	Less than $40K	Unknown
3rd row	$80K - $120K	$40K - $60K
4th row	Less than $40K	Unknown
5th row	$60K - $80K	$80K - $120K

Common Values

Value	Count	Frequency (%)
Less than $40K	3561	35.2%
$40K - $60K	1790	17.7%
$80K - $120K	1535	15.2%
$60K - $80K	1402	13.8%
Unknown	1112	11.0%
$120K +	727	7.2%

Value	Count	Frequency (%)
Less than $40K	51	32.3%
$40K - $60K	33	20.9%
$60K - $80K	30	19.0%
Unknown	22	13.9%
$80K - $120K	14	8.9%
$120K +	8	5.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Profiling Report

Transformed Data

Value	Count	Frequency (%)
	5454	19.9%
40k	5351	19.5%
less	3561	13.0%
than	3561	13.0%
60k	3192	11.6%
80k	2937	10.7%
120k	2262	8.2%
unknown	1112	4.1%

Value	Count	Frequency (%)
	85	20.1%
40k	84	19.9%
60k	63	14.9%
less	51	12.1%
than	51	12.1%
80k	44	10.4%
unknown	22	5.2%
120k	22	5.2%

Most occurring characters

Value	Count	Frequency (%)
	17303	14.9%
K	13742	11.8%
0	13742	11.8%
$	13742	11.8%
s	7122	6.1%
n	6897	5.9%
4	5351	4.6%
-	4727	4.1%
e	3561	3.1%
L	3561	3.1%
Other values (12)	26511	22.8%

Value	Count	Frequency (%)
	264	14.8%
K	213	11.9%
0	213	11.9%
$	213	11.9%
n	117	6.6%
s	102	5.7%
4	84	4.7%
-	77	4.3%
6	63	3.5%
e	51	2.9%
Other values (12)	388	21.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	31599	27.2%
Decimal Number	29746	25.6%
Uppercase Letter	18415	15.8%
Space Separator	17303	14.9%
Currency Symbol	13742	11.8%
Dash Punctuation	4727	4.1%
Math Symbol	727	0.6%

Value	Count	Frequency (%)
Lowercase Letter	489	27.4%
Decimal Number	448	25.1%
Uppercase Letter	286	16.0%
Space Separator	264	14.8%
Currency Symbol	213	11.9%
Dash Punctuation	77	4.3%
Math Symbol	8	0.4%

Most frequent character per category

Space Separator

Value	Count	Frequency (%)
	17303	100.0%

Value	Count	Frequency (%)
	264	100.0%

Uppercase Letter

Value	Count	Frequency (%)
K	13742	74.6%
L	3561	19.3%
U	1112	6.0%

Value	Count	Frequency (%)
K	213	74.5%
L	51	17.8%
U	22	7.7%

Decimal Number

Value	Count	Frequency (%)
0	13742	46.2%
4	5351	18.0%
6	3192	10.7%
8	2937	9.9%
1	2262	7.6%
2	2262	7.6%

Value	Count	Frequency (%)
0	213	47.5%
4	84	18.8%
6	63	14.1%
8	44	9.8%
1	22	4.9%
2	22	4.9%

Currency Symbol

Value	Count	Frequency (%)
$	13742	100.0%

Value	Count	Frequency (%)
$	213	100.0%

Lowercase Letter

Value	Count	Frequency (%)
s	7122	22.5%
n	6897	21.8%
e	3561	11.3%
a	3561	11.3%
h	3561	11.3%
t	3561	11.3%
k	1112	3.5%
o	1112	3.5%
w	1112	3.5%

Value	Count	Frequency (%)
n	117	23.9%
s	102	20.9%
e	51	10.4%
a	51	10.4%
h	51	10.4%
t	51	10.4%
k	22	4.5%
o	22	4.5%
w	22	4.5%

Dash Punctuation

Value	Count	Frequency (%)
-	4727	100.0%

Value	Count	Frequency (%)
-	77	100.0%

Math Symbol

Value	Count	Frequency (%)
+	727	100.0%

Value	Count	Frequency (%)
+	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	66245	57.0%
Latin	50014	43.0%

Value	Count	Frequency (%)
Common	1010	56.6%
Latin	775	43.4%

Most frequent character per script

Common

Value	Count	Frequency (%)
	17303	26.1%
0	13742	20.7%
$	13742	20.7%
4	5351	8.1%
-	4727	7.1%
6	3192	4.8%
8	2937	4.4%
1	2262	3.4%
2	2262	3.4%
+	727	1.1%

Value	Count	Frequency (%)
	264	26.1%
0	213	21.1%
$	213	21.1%
4	84	8.3%
-	77	7.6%
6	63	6.2%
8	44	4.4%
1	22	2.2%
2	22	2.2%
+	8	0.8%

Latin

Value	Count	Frequency (%)
K	13742	27.5%
s	7122	14.2%
n	6897	13.8%
e	3561	7.1%
L	3561	7.1%
a	3561	7.1%
h	3561	7.1%
t	3561	7.1%
U	1112	2.2%
k	1112	2.2%
Other values (2)	2224	4.4%

Value	Count	Frequency (%)
K	213	27.5%
n	117	15.1%
s	102	13.2%
e	51	6.6%
L	51	6.6%
a	51	6.6%
h	51	6.6%
t	51	6.6%
U	22	2.8%
k	22	2.8%
Other values (2)	44	5.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	116259	100.0%

Value	Count	Frequency (%)
ASCII	1785	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	17303	14.9%
K	13742	11.8%
0	13742	11.8%
$	13742	11.8%
s	7122	6.1%
n	6897	5.9%
4	5351	4.6%
-	4727	4.1%
e	3561	3.1%
L	3561	3.1%
Other values (12)	26511	22.8%

Value	Count	Frequency (%)
	264	14.8%
K	213	11.9%
0	213	11.9%
$	213	11.9%
n	117	6.6%
s	102	5.7%
4	84	4.7%
-	77	4.3%
6	63	3.5%
e	51	2.9%
Other values (12)	388	21.7%

Card_Category
Categorical

	Profiling Report	Transformed Data
Distinct	4	1
Distinct (%)	< 0.1%	0.6%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Blue	9436
Silver	555
Gold	116
Platinum	20

Blue	158

Length

	Profiling Report	Transformed Data
Max length	8	4
Median length	4	4
Mean length	4.1175077	4
Min length	4	4

Characters and Unicode

	Profiling Report	Transformed Data
Total characters	41698	632
Distinct characters	16	4
Distinct categories	2	2 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Profiling Report	Transformed Data
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Profiling Report	Transformed Data
1st row	Blue	Blue
2nd row	Blue	Blue
3rd row	Blue	Blue
4th row	Blue	Blue
5th row	Blue	Blue

Common Values

Value	Count	Frequency (%)
Blue	9436	93.2%
Silver	555	5.5%
Gold	116	1.1%
Platinum	20	0.2%

Value	Count	Frequency (%)
Blue	158	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Profiling Report

Transformed Data

Value	Count	Frequency (%)
blue	9436	93.2%
silver	555	5.5%
gold	116	1.1%
platinum	20	0.2%

Value	Count	Frequency (%)
blue	158	100.0%

Most occurring characters

Value	Count	Frequency (%)
l	10127	24.3%
e	9991	24.0%
u	9456	22.7%
B	9436	22.6%
i	575	1.4%
S	555	1.3%
v	555	1.3%
r	555	1.3%
G	116	0.3%
o	116	0.3%
Other values (6)	216	0.5%

Value	Count	Frequency (%)
B	158	25.0%
l	158	25.0%
u	158	25.0%
e	158	25.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	31571	75.7%
Uppercase Letter	10127	24.3%

Value	Count	Frequency (%)
Lowercase Letter	474	75.0%
Uppercase Letter	158	25.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	10127	32.1%
e	9991	31.6%
u	9456	30.0%
i	575	1.8%
v	555	1.8%
r	555	1.8%
o	116	0.4%
d	116	0.4%
a	20	0.1%
t	20	0.1%
Other values (2)	40	0.1%

Value	Count	Frequency (%)
l	158	33.3%
u	158	33.3%
e	158	33.3%

Uppercase Letter

Value	Count	Frequency (%)
B	9436	93.2%
S	555	5.5%
G	116	1.1%
P	20	0.2%

Value	Count	Frequency (%)
B	158	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	41698	100.0%

Value	Count	Frequency (%)
Latin	632	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	10127	24.3%
e	9991	24.0%
u	9456	22.7%
B	9436	22.6%
i	575	1.4%
S	555	1.3%
v	555	1.3%
r	555	1.3%
G	116	0.3%
o	116	0.3%
Other values (6)	216	0.5%

Value	Count	Frequency (%)
B	158	25.0%
l	158	25.0%
u	158	25.0%
e	158	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41698	100.0%

Value	Count	Frequency (%)
ASCII	632	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	10127	24.3%
e	9991	24.0%
u	9456	22.7%
B	9436	22.6%
i	575	1.4%
S	555	1.3%
v	555	1.3%
r	555	1.3%
G	116	0.3%
o	116	0.3%
Other values (6)	216	0.5%

Value	Count	Frequency (%)
B	158	25.0%
l	158	25.0%
u	158	25.0%
e	158	25.0%

Months_on_book
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	44	34
Distinct (%)	0.4%	21.5%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	35.928409	37.563291

	Profiling Report	Transformed Data
Minimum	13	13
Maximum	56	56
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	13	13
5-th percentile	22	24.85
Q1	31	33
median	36	36
Q3	40	42
95-th percentile	50	51
Maximum	56	56
Range	43	43
Interquartile range (IQR)	9	9

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	7.9864163	8.040846
Coefficient of variation (CV)	0.22228695	0.21406128
Kurtosis	0.40010012	0.24368305
Mean	35.928409	37.563291
Median Absolute Deviation (MAD)	4	5
Skewness	-0.10656536	-0.0011778359
Sum	363847	5935
Variance	63.782846	64.655204
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
36	2463	24.3%
37	358	3.5%
34	353	3.5%
38	347	3.4%
39	341	3.4%
40	333	3.3%
31	318	3.1%
35	317	3.1%
33	305	3.0%
30	300	3.0%
Other values (34)	4692	46.3%

Value	Count	Frequency (%)
36	30	19.0%
40	10	6.3%
41	10	6.3%
46	8	5.1%
35	8	5.1%
39	7	4.4%
43	6	3.8%
32	6	3.8%
28	6	3.8%
33	5	3.2%
Other values (24)	62	39.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	70	0.7%
14	16	0.2%
15	34	0.3%
16	29	0.3%
17	39	0.4%
18	58	0.6%
19	63	0.6%
20	74	0.7%
21	83	0.8%
22	105	1.0%

Value	Count	Frequency (%)
13	1	0.6%
19	1	0.6%
20	1	0.6%
22	4	2.5%
24	1	0.6%
25	2	1.3%
26	3	1.9%
27	3	1.9%
28	6	3.8%
29	4	2.5%

Value	Count	Frequency (%)
13	1	< 0.1%
19	1	< 0.1%
20	1	< 0.1%
22	4	< 0.1%
24	1	< 0.1%
25	2	< 0.1%
26	3	< 0.1%
27	3	< 0.1%
28	6	0.1%
29	4	< 0.1%

Value	Count	Frequency (%)
13	70	44.3%
14	16	10.1%
15	34	21.5%
16	29	18.4%
17	39	24.7%
18	58	36.7%
19	63	39.9%
20	74	46.8%
21	83	52.5%
22	105	66.5%

Total_Relationship_Count
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	6	3
Distinct (%)	0.1%	1.9%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	3.8125802	3.0759494

	Profiling Report	Transformed Data
Minimum	1	2
Maximum	6	4
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	1	2
5-th percentile	1	2
Q1	3	3
median	4	3
Q3	5	4
95-th percentile	6	4
Maximum	6	4
Range	5	2
Interquartile range (IQR)	2	1

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	1.5544079	0.74478487
Coefficient of variation (CV)	0.40770496	0.24213171
Kurtosis	-1.0061305	-1.1788354
Mean	3.8125802	3.0759494
Median Absolute Deviation (MAD)	1	1
Skewness	-0.16245241	-0.12354842
Sum	38610	486
Variance	2.4161838	0.55470451
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	2305	22.8%
4	1912	18.9%
5	1891	18.7%
6	1866	18.4%
2	1243	12.3%
1	910	9.0%

Value	Count	Frequency (%)
3	70	44.3%
4	50	31.6%
2	38	24.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	910	9.0%
2	1243	12.3%
3	2305	22.8%
4	1912	18.9%
5	1891	18.7%
6	1866	18.4%

Value	Count	Frequency (%)
2	38	24.1%
3	70	44.3%
4	50	31.6%

Value	Count	Frequency (%)
2	38	0.4%
3	70	0.7%
4	50	0.5%

Value	Count	Frequency (%)
1	910	575.9%
2	1243	786.7%
3	2305	1458.9%
4	1912	1210.1%
5	1891	1196.8%
6	1866	1181.0%

Months_Inactive_12_mon
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	7	6
Distinct (%)	0.1%	3.8%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	2.3411672	2.4367089

	Profiling Report	Transformed Data
Minimum	0	1
Maximum	6	6
Zeros	29	0
Zeros (%)	0.3%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	0	1
5-th percentile	1	1
Q1	2	2
median	2	2
Q3	3	3
95-th percentile	4	4.15
Maximum	6	6
Range	6	5
Interquartile range (IQR)	1	1

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	1.0106224	1.1083559
Coefficient of variation (CV)	0.4316746	0.45485774
Kurtosis	1.0985226	1.8342674
Mean	2.3411672	2.4367089
Median Absolute Deviation (MAD)	1	1
Skewness	0.63306113	1.0004781
Sum	23709	385
Variance	1.0213576	1.2284528
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	3846	38.0%
2	3282	32.4%
1	2233	22.0%
4	435	4.3%
5	178	1.8%
6	124	1.2%
0	29	0.3%

Value	Count	Frequency (%)
3	60	38.0%
2	52	32.9%
1	32	20.3%
4	6	3.8%
6	5	3.2%
5	3	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	0.3%
1	2233	22.0%
2	3282	32.4%
3	3846	38.0%
4	435	4.3%
5	178	1.8%
6	124	1.2%

Value	Count	Frequency (%)
1	32	20.3%
2	52	32.9%
3	60	38.0%
4	6	3.8%
5	3	1.9%
6	5	3.2%

Value	Count	Frequency (%)
1	32	0.3%
2	52	0.5%
3	60	0.6%
4	6	0.1%
5	3	< 0.1%
6	5	< 0.1%

Value	Count	Frequency (%)
0	29	18.4%
1	2233	1413.3%
2	3282	2077.2%
3	3846	2434.2%
4	435	275.3%
5	178	112.7%
6	124	78.5%

Contacts_Count_12_mon
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	7	6
Distinct (%)	0.1%	3.8%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	2.4553175	2.4746835

	Profiling Report	Transformed Data
Minimum	0	0
Maximum	6	5
Zeros	399	10
Zeros (%)	3.9%	6.3%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	0	0
5-th percentile	1	0
Q1	2	2
median	2	3
Q3	3	3
95-th percentile	4	4
Maximum	6	5
Range	6	5
Interquartile range (IQR)	1	1

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	1.1062251	1.1269674
Coefficient of variation (CV)	0.45054261	0.45539861
Kurtosis	0.00086265663	-0.23726594
Mean	2.4553175	2.4746835
Median Absolute Deviation (MAD)	1	1
Skewness	0.011005626	-0.42300737
Sum	24865	391
Variance	1.2237341	1.2700556
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	3380	33.4%
2	3227	31.9%
1	1499	14.8%
4	1392	13.7%
0	399	3.9%
5	176	1.7%
6	54	0.5%

Value	Count	Frequency (%)
3	61	38.6%
2	41	25.9%
4	24	15.2%
1	20	12.7%
0	10	6.3%
5	2	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	399	3.9%
1	1499	14.8%
2	3227	31.9%
3	3380	33.4%
4	1392	13.7%
5	176	1.7%
6	54	0.5%

Value	Count	Frequency (%)
0	10	6.3%
1	20	12.7%
2	41	25.9%
3	61	38.6%
4	24	15.2%
5	2	1.3%

Value	Count	Frequency (%)
0	10	0.1%
1	20	0.2%
2	41	0.4%
3	61	0.6%
4	24	0.2%
5	2	< 0.1%

Value	Count	Frequency (%)
0	399	252.5%
1	1499	948.7%
2	3227	2042.4%
3	3380	2139.2%
4	1392	881.0%
5	176	111.4%
6	54	34.2%

Credit_Limit
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	6205	157
Distinct (%)	61.3%	99.4%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	8631.9537	5913.6392

	Profiling Report	Transformed Data
Minimum	1438.3	3521
Maximum	34516	9397
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	1438.3	3521
5-th percentile	1438.51	3658.35
Q1	2555	4216
median	4549	5614.5
Q3	11067.5	7319.25
95-th percentile	34516	8995.6
Maximum	34516	9397
Range	33077.7	5876
Interquartile range (IQR)	8512.5	3103.25

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	9088.7767	1793.0355
Coefficient of variation (CV)	1.0529223	0.3032034
Kurtosis	1.8089893	-1.1847606
Mean	8631.9537	5913.6392
Median Absolute Deviation (MAD)	2593	1500.5
Skewness	1.6667258	0.36928355
Sum	87415795	934355
Variance	82605861	3214976.3
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34516	508	5.0%
1438.3	507	5.0%
9959	18	0.2%
15987	18	0.2%
23981	12	0.1%
2490	11	0.1%
6224	11	0.1%
3735	11	0.1%
7469	10	0.1%
2069	8	0.1%
Other values (6195)	9013	89.0%

Value	Count	Frequency (%)
7169	2	1.3%
3672	1	0.6%
4170	1	0.6%
7106	1	0.6%
7603	1	0.6%
3805	1	0.6%
5716	1	0.6%
4576	1	0.6%
3861	1	0.6%
3649	1	0.6%
Other values (147)	147	93.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1438.3	507	5.0%
1439	2	< 0.1%
1440	1	< 0.1%
1441	2	< 0.1%
1442	1	< 0.1%
1443	3	< 0.1%
1446	1	< 0.1%
1449	2	< 0.1%
1451	2	< 0.1%
1452	2	< 0.1%

Value	Count	Frequency (%)
3521	1	0.6%
3532	1	0.6%
3540	1	0.6%
3585	1	0.6%
3626	1	0.6%
3640	1	0.6%
3642	1	0.6%
3649	1	0.6%
3660	1	0.6%
3667	1	0.6%

Value	Count	Frequency (%)
3521	1	< 0.1%
3532	1	< 0.1%
3540	1	< 0.1%
3585	1	< 0.1%
3626	1	< 0.1%
3640	1	< 0.1%
3642	1	< 0.1%
3649	1	< 0.1%
3660	1	< 0.1%
3667	1	< 0.1%

Value	Count	Frequency (%)
1438.3	507	320.9%
1439	2	1.3%
1440	1	0.6%
1441	2	1.3%
1442	1	0.6%
1443	3	1.9%
1446	1	0.6%
1449	2	1.3%
1451	2	1.3%
1452	2	1.3%

Total_Revolving_Bal
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	1974	132
Distinct (%)	19.5%	83.5%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	1162.8141	763.06329

	Profiling Report	Transformed Data
Minimum	0	145
Maximum	2517	996
Zeros	2470	0
Zeros (%)	24.4%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	0	145
5-th percentile	0	408
Q1	359	662.25
median	1276	794
Q3	1784	911.25
95-th percentile	2517	981.6
Maximum	2517	996
Range	2517	851
Interquartile range (IQR)	1425	249

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	814.98734	182.1388
Coefficient of variation (CV)	0.70087503	0.23869423
Kurtosis	-1.1459918	1.2491673
Mean	1162.8141	763.06329
Median Absolute Deviation (MAD)	591	121
Skewness	-0.14883725	-1.0813498
Sum	11775818	120564
Variance	664204.36	33174.544
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2470	24.4%
2517	508	5.0%
1965	12	0.1%
1480	12	0.1%
1434	11	0.1%
1664	11	0.1%
1720	11	0.1%
1590	10	0.1%
1542	10	0.1%
1528	10	0.1%
Other values (1964)	7062	69.7%

Value	Count	Frequency (%)
795	3	1.9%
622	3	1.9%
719	2	1.3%
915	2	1.3%
847	2	1.3%
561	2	1.3%
688	2	1.3%
938	2	1.3%
947	2	1.3%
961	2	1.3%
Other values (122)	136	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2470	24.4%
132	1	< 0.1%
134	1	< 0.1%
145	1	< 0.1%
154	1	< 0.1%
157	1	< 0.1%
159	2	< 0.1%
168	2	< 0.1%
170	1	< 0.1%
186	1	< 0.1%

Value	Count	Frequency (%)
145	1	0.6%
193	1	0.6%
211	1	0.6%
232	1	0.6%
274	1	0.6%
317	1	0.6%
318	1	0.6%
357	1	0.6%
417	1	0.6%
468	1	0.6%

Value	Count	Frequency (%)
145	1	< 0.1%
193	1	< 0.1%
211	1	< 0.1%
232	1	< 0.1%
274	1	< 0.1%
317	1	< 0.1%
318	1	< 0.1%
357	1	< 0.1%
417	1	< 0.1%
468	1	< 0.1%

Value	Count	Frequency (%)
0	2470	1563.3%
132	1	0.6%
134	1	0.6%
145	1	0.6%
154	1	0.6%
157	1	0.6%
159	2	1.3%
168	2	1.3%
170	1	0.6%
186	1	0.6%

Avg_Open_To_Buy
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	6813	155
Distinct (%)	67.3%	98.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	7469.1396	5150.5759

	Profiling Report	Transformed Data
Minimum	3	2654
Maximum	34516	8959
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	3	2654
5-th percentile	480.3	2846.3
Q1	1324.5	3501.5
median	3474	4892.5
Q3	9859	6528.75
95-th percentile	32183.4	8203.15
Maximum	34516	8959
Range	34513	6305
Interquartile range (IQR)	8534.5	3027.25

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	9090.6853	1790.2754
Coefficient of variation (CV)	1.2170994	0.34758742
Kurtosis	1.7986173	-1.1267665
Mean	7469.1396	5150.5759
Median Absolute Deviation (MAD)	2665	1450.5
Skewness	1.6616965	0.3762689
Sum	75639977	813791
Variance	82640560	3205086
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1438.3	324	3.2%
34516	98	1.0%
31999	26	0.3%
787	8	0.1%
701	7	0.1%
713	7	0.1%
953	7	0.1%
463	7	0.1%
990	6	0.1%
788	6	0.1%
Other values (6803)	9631	95.1%

Value	Count	Frequency (%)
3495	2	1.3%
2732	2	1.3%
6014	2	1.3%
8081	1	0.6%
6859	1	0.6%
2984	1	0.6%
5093	1	0.6%
4383	1	0.6%
3239	1	0.6%
2720	1	0.6%
Other values (145)	145	91.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	< 0.1%
10	1	< 0.1%
14	2	< 0.1%
15	1	< 0.1%
24	1	< 0.1%
28	1	< 0.1%
29	1	< 0.1%
36	1	< 0.1%
39	2	< 0.1%
41	2	< 0.1%

Value	Count	Frequency (%)
2654	1	0.6%
2691	1	0.6%
2720	1	0.6%
2732	2	1.3%
2768	1	0.6%
2786	1	0.6%
2831	1	0.6%
2849	1	0.6%
2858	1	0.6%
2862	1	0.6%

Value	Count	Frequency (%)
2654	1	< 0.1%
2691	1	< 0.1%
2720	1	< 0.1%
2732	2	< 0.1%
2768	1	< 0.1%
2786	1	< 0.1%
2831	1	< 0.1%
2849	1	< 0.1%
2858	1	< 0.1%
2862	1	< 0.1%

Value	Count	Frequency (%)
3	1	0.6%
10	1	0.6%
14	2	1.3%
15	1	0.6%
24	1	0.6%
28	1	0.6%
29	1	0.6%
36	1	0.6%
39	2	1.3%
41	2	1.3%

Total_Amt_Chng_Q4_Q1
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	1158	142
Distinct (%)	11.4%	89.9%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.75994065	0.77031646

	Profiling Report	Transformed Data
Minimum	0	0.432
Maximum	3.397	2.275
Zeros	5	0
Zeros (%)	< 0.1%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	0	0.432
5-th percentile	0.463	0.50655
Q1	0.631	0.64775
median	0.736	0.7505
Q3	0.859	0.85575
95-th percentile	1.103	1.0435
Maximum	3.397	2.275
Range	3.397	1.843
Interquartile range (IQR)	0.228	0.208

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	0.21920677	0.21401101
Coefficient of variation (CV)	0.28845248	0.2778222
Kurtosis	9.9935012	16.530341
Mean	0.75994065	0.77031646
Median Absolute Deviation (MAD)	0.114	0.1035
Skewness	1.7320634	2.8231936
Sum	7695.919	121.71
Variance	0.048051608	0.045800715
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.791	36	0.4%
0.712	34	0.3%
0.743	34	0.3%
0.718	33	0.3%
0.735	33	0.3%
0.744	32	0.3%
0.699	32	0.3%
0.722	32	0.3%
0.731	31	0.3%
0.631	31	0.3%
Other values (1148)	9799	96.8%

Value	Count	Frequency (%)
0.647	3	1.9%
0.765	3	1.9%
0.815	2	1.3%
0.807	2	1.3%
0.681	2	1.3%
0.65	2	1.3%
0.676	2	1.3%
0.711	2	1.3%
0.85	2	1.3%
0.958	2	1.3%
Other values (132)	136	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	< 0.1%
0.01	1	< 0.1%
0.018	1	< 0.1%
0.046	1	< 0.1%
0.061	2	< 0.1%
0.072	1	< 0.1%
0.101	1	< 0.1%
0.12	1	< 0.1%
0.153	1	< 0.1%
0.163	1	< 0.1%

Value	Count	Frequency (%)
0.432	1	0.6%
0.456	1	0.6%
0.469	1	0.6%
0.471	1	0.6%
0.475	1	0.6%
0.485	1	0.6%
0.504	2	1.3%
0.507	1	0.6%
0.508	1	0.6%
0.511	1	0.6%

Value	Count	Frequency (%)
0.432	1	< 0.1%
0.456	1	< 0.1%
0.469	1	< 0.1%
0.471	1	< 0.1%
0.475	1	< 0.1%
0.485	1	< 0.1%
0.504	2	< 0.1%
0.507	1	< 0.1%
0.508	1	< 0.1%
0.511	1	< 0.1%

Value	Count	Frequency (%)
0	5	3.2%
0.01	1	0.6%
0.018	1	0.6%
0.046	1	0.6%
0.061	2	1.3%
0.072	1	0.6%
0.101	1	0.6%
0.12	1	0.6%
0.153	1	0.6%
0.163	1	0.6%

Total_Trans_Amt
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	5033	153
Distinct (%)	49.7%	96.8%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	4404.0863	4772.4684

	Profiling Report	Transformed Data
Minimum	510	791
Maximum	18484	16737
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	510	791
5-th percentile	1283.3	1346.5
Q1	2155.5	2456.25
median	3899	3945.5
Q3	4741	4857
95-th percentile	14212	14604.25
Maximum	18484	16737
Range	17974	15946
Interquartile range (IQR)	2585.5	2400.75

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	3397.1293	3778.2852
Coefficient of variation (CV)	0.77135847	0.79168365
Kurtosis	3.8940234	2.7259701
Mean	4404.0863	4772.4684
Median Absolute Deviation (MAD)	1308	1268
Skewness	2.0410034	1.8761048
Sum	44600182	754050
Variance	11540487	14275439
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4253	11	0.1%
4509	11	0.1%
4518	10	0.1%
2229	10	0.1%
4220	9	0.1%
4869	9	0.1%
4037	9	0.1%
4313	9	0.1%
4498	9	0.1%
4042	9	0.1%
Other values (5023)	10031	99.1%

Value	Count	Frequency (%)
3964	2	1.3%
4399	2	1.3%
4828	2	1.3%
14596	2	1.3%
1193	2	1.3%
4283	1	0.6%
5192	1	0.6%
2497	1	0.6%
4326	1	0.6%
4387	1	0.6%
Other values (143)	143	90.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
510	1	< 0.1%
530	1	< 0.1%
563	1	< 0.1%
569	1	< 0.1%
594	1	< 0.1%
596	1	< 0.1%
597	1	< 0.1%
602	1	< 0.1%
615	1	< 0.1%
643	1	< 0.1%

Value	Count	Frequency (%)
791	1	0.6%
842	1	0.6%
870	1	0.6%
990	1	0.6%
1165	1	0.6%
1193	2	1.3%
1321	1	0.6%
1351	1	0.6%
1359	1	0.6%
1438	1	0.6%

Value	Count	Frequency (%)
791	1	< 0.1%
842	1	< 0.1%
870	1	< 0.1%
990	1	< 0.1%
1165	1	< 0.1%
1193	2	< 0.1%
1321	1	< 0.1%
1351	1	< 0.1%
1359	1	< 0.1%
1438	1	< 0.1%

Value	Count	Frequency (%)
510	1	0.6%
530	1	0.6%
563	1	0.6%
569	1	0.6%
594	1	0.6%
596	1	0.6%
597	1	0.6%
602	1	0.6%
615	1	0.6%
643	1	0.6%

Total_Trans_Ct
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	126	72
Distinct (%)	1.2%	45.6%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	64.858695	67.746835

	Profiling Report	Transformed Data
Minimum	10	22
Maximum	139	123
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	10	22
5-th percentile	28	28
Q1	45	49.25
median	67	70
Q3	81	81
95-th percentile	105	105.6
Maximum	139	123
Range	129	101
Interquartile range (IQR)	36	31.75

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	23.47257	23.477306
Coefficient of variation (CV)	0.36190322	0.34654469
Kurtosis	-0.36716324	-0.4133794
Mean	64.858695	67.746835
Median Absolute Deviation (MAD)	17	15.5
Skewness	0.15367307	0.052535701
Sum	656824	10704
Variance	550.96156	551.18391
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
81	208	2.1%
71	203	2.0%
75	203	2.0%
69	202	2.0%
82	202	2.0%
76	198	2.0%
77	197	1.9%
70	193	1.9%
74	190	1.9%
78	190	1.9%
Other values (116)	8141	80.4%

Value	Count	Frequency (%)
77	8	5.1%
79	5	3.2%
59	5	3.2%
81	5	3.2%
67	4	2.5%
38	4	2.5%
76	4	2.5%
70	4	2.5%
82	4	2.5%
78	4	2.5%
Other values (62)	111	70.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	4	< 0.1%
11	2	< 0.1%
12	4	< 0.1%
13	5	< 0.1%
14	9	0.1%
15	16	0.2%
16	13	0.1%
17	13	0.1%
18	23	0.2%
19	11	0.1%

Value	Count	Frequency (%)
22	2	1.3%
24	2	1.3%
25	1	0.6%
26	1	0.6%
27	1	0.6%
28	2	1.3%
30	1	0.6%
31	2	1.3%
34	2	1.3%
35	4	2.5%

Value	Count	Frequency (%)
22	2	< 0.1%
24	2	< 0.1%
25	1	< 0.1%
26	1	< 0.1%
27	1	< 0.1%
28	2	< 0.1%
30	1	< 0.1%
31	2	< 0.1%
34	2	< 0.1%
35	4	< 0.1%

Value	Count	Frequency (%)
10	4	2.5%
11	2	1.3%
12	4	2.5%
13	5	3.2%
14	9	5.7%
15	16	10.1%
16	13	8.2%
17	13	8.2%
18	23	14.6%
19	11	7.0%

Total_Ct_Chng_Q4_Q1
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	830	126
Distinct (%)	8.2%	79.7%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.71222238	0.69213291

	Profiling Report	Transformed Data
Minimum	0	0.231
Maximum	3.714	1.5
Zeros	7	0
Zeros (%)	0.1%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	0	0.231
5-th percentile	0.368	0.37125
Q1	0.582	0.5795
median	0.702	0.669
Q3	0.818	0.78825
95-th percentile	1.069	1.083
Maximum	3.714	1.5
Range	3.714	1.269
Interquartile range (IQR)	0.236	0.20875

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	0.23808609	0.20818176
Coefficient of variation (CV)	0.33428617	0.30078292
Kurtosis	15.689293	2.0395173
Mean	0.71222238	0.69213291
Median Absolute Deviation (MAD)	0.119	0.099
Skewness	2.0640306	0.84649393
Sum	7212.676	109.357
Variance	0.056684987	0.043339645
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.667	171	1.7%
1	166	1.6%
0.5	161	1.6%
0.75	156	1.5%
0.6	113	1.1%
0.8	101	1.0%
0.714	92	0.9%
0.833	85	0.8%
0.778	69	0.7%
0.625	63	0.6%
Other values (820)	8950	88.4%

Value	Count	Frequency (%)
0.694	3	1.9%
0.75	3	1.9%
0.64	3	1.9%
0.581	3	1.9%
0.667	3	1.9%
0.733	3	1.9%
0.652	3	1.9%
0.723	3	1.9%
0.556	2	1.3%
0.757	2	1.3%
Other values (116)	130	82.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	0.1%
0.028	1	< 0.1%
0.029	1	< 0.1%
0.038	1	< 0.1%
0.053	1	< 0.1%
0.059	2	< 0.1%
0.062	1	< 0.1%
0.074	1	< 0.1%
0.077	3	< 0.1%
0.091	3	< 0.1%

Value	Count	Frequency (%)
0.231	1	0.6%
0.273	1	0.6%
0.29	1	0.6%
0.3	1	0.6%
0.308	1	0.6%
0.333	1	0.6%
0.346	1	0.6%
0.35	1	0.6%
0.375	1	0.6%
0.4	2	1.3%

Value	Count	Frequency (%)
0.231	1	< 0.1%
0.273	1	< 0.1%
0.29	1	< 0.1%
0.3	1	< 0.1%
0.308	1	< 0.1%
0.333	1	< 0.1%
0.346	1	< 0.1%
0.35	1	< 0.1%
0.375	1	< 0.1%
0.4	2	< 0.1%

Value	Count	Frequency (%)
0	7	4.4%
0.028	1	0.6%
0.029	1	0.6%
0.038	1	0.6%
0.053	1	0.6%
0.059	2	1.3%
0.062	1	0.6%
0.074	1	0.6%
0.077	3	1.9%
0.091	3	1.9%

Avg_Utilization_Ratio
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	964	108
Distinct (%)	9.5%	68.4%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.27489355	0.14063924

	Profiling Report	Transformed Data
Minimum	0	0.016
Maximum	0.999	0.267
Zeros	2470	0
Zeros (%)	24.4%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	0	0.016
5-th percentile	0	0.061
Q1	0.023	0.10225
median	0.176	0.1355
Q3	0.503	0.181
95-th percentile	0.793	0.2353
Maximum	0.999	0.267
Range	0.999	0.251
Interquartile range (IQR)	0.48	0.07875

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	0.27569147	0.05241204
Coefficient of variation (CV)	1.0029026	0.3726701
Kurtosis	-0.79497195	-0.45011028
Mean	0.27489355	0.14063924
Median Absolute Deviation (MAD)	0.176	0.039
Skewness	0.718008	0.24741803
Sum	2783.847	22.221
Variance	0.076005786	0.0027470219
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2470	24.4%
0.073	44	0.4%
0.057	33	0.3%
0.048	32	0.3%
0.06	30	0.3%
0.061	29	0.3%
0.045	29	0.3%
0.059	28	0.3%
0.069	28	0.3%
0.053	27	0.3%
Other values (954)	7377	72.8%

Value	Count	Frequency (%)
0.126	4	2.5%
0.158	4	2.5%
0.186	3	1.9%
0.216	3	1.9%
0.189	3	1.9%
0.191	3	1.9%
0.104	3	1.9%
0.144	3	1.9%
0.122	3	1.9%
0.195	3	1.9%
Other values (98)	126	79.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2470	24.4%
0.004	1	< 0.1%
0.005	1	< 0.1%
0.006	3	< 0.1%
0.007	1	< 0.1%
0.008	2	< 0.1%
0.009	1	< 0.1%
0.01	1	< 0.1%
0.011	1	< 0.1%
0.012	4	< 0.1%

Value	Count	Frequency (%)
0.016	1	0.6%
0.039	1	0.6%
0.04	1	0.6%
0.042	1	0.6%
0.05	1	0.6%
0.053	1	0.6%
0.055	1	0.6%
0.061	2	1.3%
0.063	1	0.6%
0.067	1	0.6%

Value	Count	Frequency (%)
0.016	1	< 0.1%
0.039	1	< 0.1%
0.04	1	< 0.1%
0.042	1	< 0.1%
0.05	1	< 0.1%
0.053	1	< 0.1%
0.055	1	< 0.1%
0.061	2	< 0.1%
0.063	1	< 0.1%
0.067	1	< 0.1%

Value	Count	Frequency (%)
0	2470	1563.3%
0.004	1	0.6%
0.005	1	0.6%
0.006	3	1.9%
0.007	1	0.6%
0.008	2	1.3%
0.009	1	0.6%
0.01	1	0.6%
0.011	1	0.6%
0.012	4	2.5%

Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	1704	123
Distinct (%)	16.8%	77.8%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.15999746	0.1955359

	Profiling Report	Transformed Data
Minimum	7.6642 × 10^-6	2.0889 × 10^-5
Maximum	0.99958	0.99893
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	7.6642 × 10^-6	2.0889 × 10^-5
5-th percentile	4.2358 × 10^-5	3.58496 × 10^-5
Q1	9.8983 × 10^-5	9.350925 × 10^-5
median	0.00018146	0.00019864
Q3	0.0003373	0.00050046
95-th percentile	0.99697	0.9971765
Maximum	0.99958	0.99893
Range	0.99957234	0.99890911
Interquartile range (IQR)	0.000238317	0.00040695075

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	0.36530101	0.39663583
Coefficient of variation (CV)	2.2831675	2.0284552
Kurtosis	1.4175352	0.39098319
Mean	0.15999746	0.1955359
Median Absolute Deviation (MAD)	0.000110234	0.000127414
Skewness	1.8485384	1.5447176
Sum	1620.2943	30.894673
Variance	0.13344483	0.15731998
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.00019864	80	0.8%
0.0003139	78	0.8%
0.00030251	77	0.8%
0.00018665	73	0.7%
0.00011382	71	0.7%
0.00019143	66	0.7%
0.00011811	66	0.7%
0.00017987	63	0.6%
0.00018145	60	0.6%
0.00016883	59	0.6%
Other values (1694)	9434	93.2%

Value	Count	Frequency (%)
0.00019864	5	3.2%
0.00018665	4	2.5%
0.99499	4	2.5%
0.00031104	3	1.9%
0.00017987	3	1.9%
0.99683	3	1.9%
0.00011382	3	1.9%
7.1226 × 10^-5	2	1.3%
0.00011937	2	1.3%
4.7263 × 10^-5	2	1.3%
Other values (113)	127	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.6642 × 10^-6	1	< 0.1%
7.7559 × 10^-6	1	< 0.1%
1.0252 × 10^-5	1	< 0.1%
1.0546 × 10^-5	1	< 0.1%
1.1536 × 10^-5	1	< 0.1%
1.4461 × 10^-5	1	< 0.1%
1.6948 × 10^-5	1	< 0.1%
1.6949 × 10^-5	1	< 0.1%
1.7434 × 10^-5	2	< 0.1%
1.7785 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
2.0889 × 10^-5	1	0.6%
2.1081 × 10^-5	1	0.6%
2.2331 × 10^-5	1	0.6%
3.1176 × 10^-5	2	1.3%
3.3214 × 10^-5	2	1.3%
3.4833 × 10^-5	1	0.6%
3.6029 × 10^-5	1	0.6%
4.3568 × 10^-5	1	0.6%
4.7263 × 10^-5	2	1.3%
5.1697 × 10^-5	1	0.6%

Value	Count	Frequency (%)
2.0889 × 10^-5	1	< 0.1%
2.1081 × 10^-5	1	< 0.1%
2.2331 × 10^-5	1	< 0.1%
3.1176 × 10^-5	2	< 0.1%
3.3214 × 10^-5	2	< 0.1%
3.4833 × 10^-5	1	< 0.1%
3.6029 × 10^-5	1	< 0.1%
4.3568 × 10^-5	1	< 0.1%
4.7263 × 10^-5	2	< 0.1%
5.1697 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
7.6642 × 10^-6	1	0.6%
7.7559 × 10^-6	1	0.6%
1.0252 × 10^-5	1	0.6%
1.0546 × 10^-5	1	0.6%
1.1536 × 10^-5	1	0.6%
1.4461 × 10^-5	1	0.6%
1.6948 × 10^-5	1	0.6%
1.6949 × 10^-5	1	0.6%
1.7434 × 10^-5	2	1.3%
1.7785 × 10^-5	1	0.6%

Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2
Real number (ℝ)

	Profiling Report	Transformed Data
Distinct	640	69
Distinct (%)	6.3%	43.7%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.84000257	0.80446381

	Profiling Report	Transformed Data
Minimum	0.00041998	0.00106612
Maximum	0.99999	0.99998
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	79.2 KiB	2.5 KiB

Quantile statistics

	Profiling Report	Transformed Data
Minimum	0.00041998	0.00106612
5-th percentile	0.00302546	0.0028257355
Q1	0.99966	0.9994975
median	0.99982	0.9998
Q3	0.9999	0.9999075
95-th percentile	0.99996	0.9999615
Maximum	0.99999	0.99998
Range	0.99957002	0.99891388
Interquartile range (IQR)	0.00024	0.00041

Descriptive statistics

	Profiling Report	Transformed Data
Standard deviation	0.36530104	0.3966355
Coefficient of variation (CV)	0.43488086	0.49304331
Kurtosis	1.4175352	0.39098316
Mean	0.84000257	0.80446381
Median Absolute Deviation (MAD)	0.00011	0.00013
Skewness	-1.8485384	-1.5447176
Sum	8506.706	127.10528
Variance	0.13344485	0.15731972
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.99989	631	6.2%
0.99994	551	5.4%
0.99981	478	4.7%
0.9999	452	4.5%
0.99993	394	3.9%
0.99988	391	3.9%
0.99982	373	3.7%
0.9998	344	3.4%
0.99991	341	3.4%
0.99969	322	3.2%
Other values (630)	5850	57.8%

Value	Count	Frequency (%)
0.99993	10	6.3%
0.9998	10	6.3%
0.99989	8	5.1%
0.99969	7	4.4%
0.99991	7	4.4%
0.99994	6	3.8%
0.9999	6	3.8%
0.99981	5	3.2%
0.99982	5	3.2%
0.99983	5	3.2%
Other values (59)	89	56.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00041998	2	< 0.1%
0.00042446	1	< 0.1%
0.00046237	1	< 0.1%
0.00055285	3	< 0.1%
0.00055875	2	< 0.1%
0.0005616	1	< 0.1%
0.00056181	1	< 0.1%
0.00056902	1	< 0.1%
0.00057979	1	< 0.1%
0.00058361	1	< 0.1%

Value	Count	Frequency (%)
0.00106612	1	0.6%
0.00127462	1	0.6%
0.00155735	1	0.6%
0.00162275	1	0.6%
0.00179304	1	0.6%
0.00193323	1	0.6%
0.00258725	1	0.6%
0.00272694	1	0.6%
0.00284317	1	0.6%
0.00305523	1	0.6%

Value	Count	Frequency (%)
0.00106612	1	< 0.1%
0.00127462	1	< 0.1%
0.00155735	1	< 0.1%
0.00162275	1	< 0.1%
0.00179304	1	< 0.1%
0.00193323	1	< 0.1%
0.00258725	1	< 0.1%
0.00272694	1	< 0.1%
0.00284317	1	< 0.1%
0.00305523	1	< 0.1%

Value	Count	Frequency (%)
0.00041998	2	1.3%
0.00042446	1	0.6%
0.00046237	1	0.6%
0.00055285	3	1.9%
0.00055875	2	1.3%
0.0005616	1	0.6%
0.00056181	1	0.6%
0.00056902	1	0.6%
0.00057979	1	0.6%
0.00058361	1	0.6%

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	CLIENTNUM	Customer_Age	Dependent_count	Months_on_book	Total_Relationship_Count	Months_Inactive_12_mon	Contacts_Count_12_mon	Credit_Limit	Total_Revolving_Bal	Avg_Open_To_Buy	Total_Amt_Chng_Q4_Q1	Total_Trans_Amt	Total_Trans_Ct	Total_Ct_Chng_Q4_Q1	Avg_Utilization_Ratio	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2	Attrition_Flag	Gender	Education_Level	Marital_Status	Income_Category	Card_Category
CLIENTNUM	1.000	0.017	-0.004	0.111	0.014	-0.008	0.011	0.014	0.003	0.011	0.024	-0.002	0.006	0.016	0.007	-0.030	0.030	0.048	0.014	0.015	0.006	0.003	0.000
Customer_Age	0.017	1.000	-0.144	0.769	-0.014	0.044	-0.014	0.002	0.014	-0.002	-0.071	-0.039	-0.054	-0.040	0.011	0.001	-0.002	0.024	0.000	0.014	0.082	0.084	0.021
Dependent_count	-0.004	-0.144	1.000	-0.115	-0.036	-0.009	-0.041	0.051	-0.004	0.054	-0.026	0.058	0.053	0.009	-0.035	0.045	-0.043	0.021	0.000	0.001	0.037	0.043	0.018
Months_on_book	0.111	0.769	-0.115	1.000	-0.014	0.057	-0.008	0.007	0.006	0.008	-0.054	-0.029	-0.039	-0.034	-0.004	0.012	-0.013	0.019	0.011	0.002	0.043	0.046	0.013
Total_Relationship_Count	0.014	-0.014	-0.036	-0.014	1.000	-0.007	0.061	-0.059	0.012	-0.071	0.026	-0.279	-0.227	0.024	0.065	-0.029	0.029	0.166	0.000	0.000	0.022	0.007	0.067
Months_Inactive_12_mon	-0.008	0.044	-0.009	0.057	-0.007	1.000	0.030	-0.028	-0.043	-0.016	-0.019	-0.032	-0.051	-0.047	-0.027	0.558	-0.557	0.196	0.019	0.000	0.007	0.017	0.000
Contacts_Count_12_mon	0.011	-0.014	-0.041	-0.008	0.061	0.030	1.000	0.023	-0.045	0.033	-0.021	-0.167	-0.168	-0.093	-0.059	0.644	-0.646	0.239	0.059	0.000	0.007	0.015	0.010
Credit_Limit	0.014	0.002	0.051	0.007	-0.059	-0.028	0.023	1.000	0.131	0.931	0.021	0.028	0.034	-0.011	-0.417	-0.023	0.023	0.032	0.439	0.000	0.026	0.278	0.335
Total_Revolving_Bal	0.003	0.014	-0.004	0.006	0.012	-0.043	-0.045	0.131	1.000	-0.154	0.036	0.018	0.040	0.078	0.709	-0.153	0.152	0.402	0.033	0.007	0.012	0.022	0.019
Avg_Open_To_Buy	0.011	-0.002	0.054	0.008	-0.071	-0.016	0.033	0.931	-0.154	1.000	0.007	0.022	0.022	-0.040	-0.686	0.023	-0.023	0.019	0.440	0.000	0.028	0.278	0.337
Total_Amt_Chng_Q4_Q1	0.024	-0.071	-0.026	-0.054	0.026	-0.019	-0.021	0.021	0.036	0.007	1.000	0.135	0.085	0.302	0.033	-0.064	0.064	0.184	0.044	0.000	0.053	0.015	0.024
Total_Trans_Amt	-0.002	-0.039	0.058	-0.029	-0.279	-0.032	-0.167	0.028	0.018	0.022	0.135	1.000	0.880	0.223	0.019	-0.210	0.211	0.325	0.247	0.012	0.104	0.093	0.154
Total_Trans_Ct	0.006	-0.054	0.053	-0.039	-0.227	-0.051	-0.168	0.034	0.040	0.022	0.085	0.880	1.000	0.233	0.040	-0.290	0.290	0.458	0.163	0.004	0.099	0.056	0.109
Total_Ct_Chng_Q4_Q1	0.016	-0.040	0.009	-0.034	0.024	-0.047	-0.093	-0.011	0.078	-0.040	0.302	0.223	0.233	1.000	0.094	-0.213	0.214	0.314	0.050	0.000	0.030	0.023	0.000
Avg_Utilization_Ratio	0.007	0.011	-0.035	-0.004	0.065	-0.027	-0.059	-0.417	0.709	-0.686	0.033	0.019	0.040	0.094	1.000	-0.152	0.152	0.241	0.279	0.000	0.027	0.165	0.149
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1	-0.030	0.001	0.045	0.012	-0.029	0.558	0.644	-0.023	-0.153	0.023	-0.064	-0.210	-0.290	-0.213	-0.152	1.000	-1.000	1.000	0.036	0.025	0.017	0.028	0.000
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2	0.030	-0.002	-0.043	-0.013	0.029	-0.557	-0.646	0.023	0.152	-0.023	0.064	0.211	0.290	0.214	0.152	-1.000	1.000	1.000	0.036	0.025	0.017	0.028	0.000
Attrition_Flag	0.048	0.024	0.021	0.019	0.166	0.196	0.239	0.032	0.402	0.019	0.184	0.325	0.458	0.314	0.241	1.000	1.000	1.000	0.036	0.025	0.017	0.028	0.000
Gender	0.014	0.000	0.000	0.011	0.000	0.019	0.059	0.439	0.033	0.440	0.044	0.247	0.163	0.050	0.279	0.036	0.036	0.036	1.000	0.011	0.009	0.839	0.084
Education_Level	0.015	0.014	0.001	0.002	0.000	0.000	0.000	0.000	0.007	0.000	0.000	0.012	0.004	0.000	0.000	0.025	0.025	0.025	0.011	1.000	0.011	0.017	0.000
Marital_Status	0.006	0.082	0.037	0.043	0.022	0.007	0.007	0.026	0.012	0.028	0.053	0.104	0.099	0.030	0.027	0.017	0.017	0.017	0.009	0.011	1.000	0.008	0.028
Income_Category	0.003	0.084	0.043	0.046	0.007	0.017	0.015	0.278	0.022	0.278	0.015	0.093	0.056	0.023	0.165	0.028	0.028	0.028	0.839	0.017	0.008	1.000	0.053
Card_Category	0.000	0.021	0.018	0.013	0.067	0.000	0.010	0.335	0.019	0.337	0.024	0.154	0.109	0.000	0.149	0.000	0.000	0.000	0.084	0.000	0.028	0.053	1.000

Transformed Data

	CLIENTNUM	Customer_Age	Dependent_count	Months_on_book	Total_Relationship_Count	Months_Inactive_12_mon	Contacts_Count_12_mon	Credit_Limit	Total_Revolving_Bal	Avg_Open_To_Buy	Total_Amt_Chng_Q4_Q1	Total_Trans_Amt	Total_Trans_Ct	Total_Ct_Chng_Q4_Q1	Avg_Utilization_Ratio	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2	Attrition_Flag	Gender	Education_Level	Marital_Status	Income_Category
CLIENTNUM	1.000	0.111	-0.185	0.205	-0.004	-0.041	0.127	-0.052	-0.188	-0.038	0.035	0.006	0.018	-0.012	-0.040	0.074	-0.071	0.000	0.102	0.000	0.099	0.073
Customer_Age	0.111	1.000	-0.322	0.801	0.021	-0.051	0.039	-0.107	-0.080	-0.102	0.012	-0.003	-0.059	0.038	0.073	-0.024	0.022	0.112	0.000	0.095	0.055	0.000
Dependent_count	-0.185	-0.322	1.000	-0.252	-0.067	0.078	-0.007	0.003	-0.026	0.004	0.018	0.163	0.083	0.035	-0.035	0.161	-0.157	0.165	0.000	0.069	0.054	0.093
Months_on_book	0.205	0.801	-0.252	1.000	-0.004	0.002	0.023	-0.141	-0.131	-0.130	0.013	0.086	0.004	-0.002	0.077	-0.017	0.016	0.000	0.000	0.000	0.164	0.046
Total_Relationship_Count	-0.004	0.021	-0.067	-0.004	1.000	-0.098	0.101	-0.033	-0.107	-0.016	-0.069	-0.090	-0.024	0.091	-0.063	-0.093	0.090	0.230	0.000	0.000	0.000	0.000
Months_Inactive_12_mon	-0.041	-0.051	0.078	0.002	-0.098	1.000	0.136	0.001	-0.055	0.005	0.099	-0.010	-0.023	-0.095	-0.046	0.549	-0.551	0.317	0.063	0.000	0.000	0.000
Contacts_Count_12_mon	0.127	0.039	-0.007	0.023	0.101	0.136	1.000	-0.108	-0.153	-0.093	0.071	-0.065	-0.075	-0.012	0.013	0.693	-0.693	0.197	0.108	0.073	0.000	0.000
Credit_Limit	-0.052	-0.107	0.003	-0.141	-0.033	0.001	-0.108	1.000	0.101	0.993	0.016	-0.100	-0.080	-0.195	-0.775	-0.086	0.088	0.000	0.269	0.000	0.000	0.172
Total_Revolving_Bal	-0.188	-0.080	-0.026	-0.131	-0.107	-0.055	-0.153	0.101	1.000	-0.003	0.059	0.107	0.183	0.094	0.489	-0.249	0.249	0.564	0.000	0.135	0.124	0.039
Avg_Open_To_Buy	-0.038	-0.102	0.004	-0.130	-0.016	0.005	-0.093	0.993	-0.003	1.000	0.005	-0.117	-0.107	-0.216	-0.839	-0.055	0.057	0.000	0.239	0.000	0.000	0.111
Total_Amt_Chng_Q4_Q1	0.035	0.012	0.018	0.013	-0.069	0.099	0.071	0.016	0.059	0.005	1.000	0.072	0.007	0.305	0.029	0.086	-0.082	0.090	0.279	0.000	0.000	0.169
Total_Trans_Amt	0.006	-0.003	0.163	0.086	-0.090	-0.010	-0.065	-0.100	0.107	-0.117	0.072	1.000	0.881	0.261	0.158	-0.211	0.214	0.402	0.098	0.078	0.000	0.000
Total_Trans_Ct	0.018	-0.059	0.083	0.004	-0.024	-0.023	-0.075	-0.080	0.183	-0.107	0.007	0.881	1.000	0.256	0.200	-0.294	0.296	0.573	0.000	0.000	0.126	0.000
Total_Ct_Chng_Q4_Q1	-0.012	0.038	0.035	-0.002	0.091	-0.095	-0.012	-0.195	0.094	-0.216	0.305	0.261	0.256	1.000	0.248	-0.200	0.198	0.276	0.179	0.057	0.021	0.000
Avg_Utilization_Ratio	-0.040	0.073	-0.035	0.077	-0.063	-0.046	0.013	-0.775	0.489	-0.839	0.029	0.158	0.200	0.248	1.000	-0.115	0.115	0.416	0.223	0.072	0.263	0.177
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1	0.074	-0.024	0.161	-0.017	-0.093	0.549	0.693	-0.086	-0.249	-0.055	0.086	-0.211	-0.294	-0.200	-0.115	1.000	-0.999	0.980	0.000	0.000	0.000	0.163
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2	-0.071	0.022	-0.157	0.016	0.090	-0.551	-0.693	0.088	0.249	0.057	-0.082	0.214	0.296	0.198	0.115	-0.999	1.000	0.980	0.000	0.000	0.000	0.163
Attrition_Flag	0.000	0.112	0.165	0.000	0.230	0.317	0.197	0.000	0.564	0.000	0.090	0.402	0.573	0.276	0.416	0.980	0.980	1.000	0.000	0.000	0.000	0.163
Gender	0.102	0.000	0.000	0.000	0.000	0.063	0.108	0.269	0.000	0.239	0.279	0.098	0.000	0.179	0.223	0.000	0.000	0.000	1.000	0.000	0.149	0.792
Education_Level	0.000	0.095	0.069	0.000	0.000	0.000	0.073	0.000	0.135	0.000	0.000	0.078	0.000	0.057	0.072	0.000	0.000	0.000	0.000	1.000	0.027	0.000
Marital_Status	0.099	0.055	0.054	0.164	0.000	0.000	0.000	0.000	0.124	0.000	0.000	0.000	0.126	0.021	0.263	0.000	0.000	0.000	0.149	0.027	1.000	0.000
Income_Category	0.073	0.000	0.093	0.046	0.000	0.000	0.000	0.172	0.039	0.111	0.169	0.000	0.000	0.000	0.177	0.163	0.163	0.163	0.792	0.000	0.000	1.000

Count
Matrix

Profiling Report

A simple visualization of nullity by column.

Transformed Data

A simple visualization of nullity by column.

Profiling Report

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Transformed Data

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

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Profiling Report

	CLIENTNUM	Attrition_Flag	Customer_Age	Gender	Dependent_count	Education_Level	Marital_Status	Income_Category	Card_Category	Months_on_book	Total_Relationship_Count	Months_Inactive_12_mon	Contacts_Count_12_mon	Credit_Limit	Total_Revolving_Bal	Avg_Open_To_Buy	Total_Amt_Chng_Q4_Q1	Total_Trans_Amt	Total_Trans_Ct	Total_Ct_Chng_Q4_Q1	Avg_Utilization_Ratio	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2
0	768805383	Existing Customer	45	M	3	High School	Married	$60K - $80K	Blue	39	5	1	3	12691.0	777	11914.0	1.335	1144	42	1.625	0.061	0.000093	0.99991
1	818770008	Existing Customer	49	F	5	Graduate	Single	Less than $40K	Blue	44	6	1	2	8256.0	864	7392.0	1.541	1291	33	3.714	0.105	0.000057	0.99994
2	713982108	Existing Customer	51	M	3	Graduate	Married	$80K - $120K	Blue	36	4	1	0	3418.0	0	3418.0	2.594	1887	20	2.333	0.000	0.000021	0.99998
3	769911858	Existing Customer	40	F	4	High School	Unknown	Less than $40K	Blue	34	3	4	1	3313.0	2517	796.0	1.405	1171	20	2.333	0.760	0.000134	0.99987
4	709106358	Existing Customer	40	M	3	Uneducated	Married	$60K - $80K	Blue	21	5	1	0	4716.0	0	4716.0	2.175	816	28	2.500	0.000	0.000022	0.99998
5	713061558	Existing Customer	44	M	2	Graduate	Married	$40K - $60K	Blue	36	3	1	2	4010.0	1247	2763.0	1.376	1088	24	0.846	0.311	0.000055	0.99994
6	810347208	Existing Customer	51	M	4	Unknown	Married	$120K +	Gold	46	6	1	3	34516.0	2264	32252.0	1.975	1330	31	0.722	0.066	0.000123	0.99988
7	818906208	Existing Customer	32	M	0	High School	Unknown	$60K - $80K	Silver	27	2	2	2	29081.0	1396	27685.0	2.204	1538	36	0.714	0.048	0.000086	0.99991
8	710930508	Existing Customer	37	M	3	Uneducated	Single	$60K - $80K	Blue	36	5	2	0	22352.0	2517	19835.0	3.355	1350	24	1.182	0.113	0.000045	0.99996
9	719661558	Existing Customer	48	M	2	Graduate	Single	$80K - $120K	Blue	36	6	3	3	11656.0	1677	9979.0	1.524	1441	32	0.882	0.144	0.000303	0.99970

Transformed Data

	CLIENTNUM	Attrition_Flag	Customer_Age	Gender	Dependent_count	Education_Level	Marital_Status	Income_Category	Card_Category	Months_on_book	Total_Relationship_Count	Months_Inactive_12_mon	Contacts_Count_12_mon	Credit_Limit	Total_Revolving_Bal	Avg_Open_To_Buy	Total_Amt_Chng_Q4_Q1	Total_Trans_Amt	Total_Trans_Ct	Total_Ct_Chng_Q4_Q1	Avg_Utilization_Ratio	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2
38	715190283	Existing Customer	57	F	1	Graduate	Unknown	$40K - $60K	Blue	49	3	3	2	3672.0	886	2786.0	1.320	1464	28	0.556	0.241	0.000169	0.999830
58	711427458	Existing Customer	44	F	5	Graduate	Married	Unknown	Blue	35	4	1	2	6273.0	978	5295.0	2.275	1359	25	1.083	0.156	0.000057	0.999940
258	714187533	Existing Customer	45	F	2	Uneducated	Single	$40K - $60K	Blue	35	2	3	0	3540.0	849	2691.0	0.456	1321	28	0.750	0.240	0.000068	0.999930
509	716223708	Attrited Customer	45	F	3	Uneducated	Single	Unknown	Blue	36	3	3	3	4028.0	710	3318.0	0.731	791	22	0.833	0.176	0.996910	0.003088
573	715416633	Existing Customer	54	M	1	Unknown	Married	$80K - $120K	Blue	36	4	1	2	6175.0	960	5215.0	0.709	1847	59	0.405	0.155	0.000057	0.999940
622	711628458	Existing Customer	45	F	3	Graduate	Married	Less than $40K	Blue	31	4	1	0	8829.0	901	7928.0	0.825	1902	45	0.667	0.102	0.000021	0.999980
716	789291633	Existing Customer	62	M	0	Graduate	Married	$60K - $80K	Blue	51	3	2	0	5450.0	967	4483.0	0.701	1526	45	0.800	0.177	0.000036	0.999960
771	715271733	Existing Customer	50	F	2	Uneducated	Single	Less than $40K	Blue	37	3	3	0	8520.0	814	7706.0	0.504	1193	35	0.346	0.096	0.000068	0.999930
950	788814783	Existing Customer	39	M	1	Uneducated	Single	$60K - $80K	Blue	22	4	3	3	9204.0	845	8359.0	0.673	1820	58	0.611	0.092	0.000292	0.999710
1005	772532208	Attrited Customer	51	F	2	Doctorate	Married	Less than $40K	Blue	41	2	2	3	6630.0	916	5714.0	0.927	842	24	0.500	0.138	0.996400	0.003596

Profiling Report

	CLIENTNUM	Attrition_Flag	Customer_Age	Gender	Dependent_count	Education_Level	Marital_Status	Income_Category	Card_Category	Months_on_book	Total_Relationship_Count	Months_Inactive_12_mon	Contacts_Count_12_mon	Credit_Limit	Total_Revolving_Bal	Avg_Open_To_Buy	Total_Amt_Chng_Q4_Q1	Total_Trans_Amt	Total_Trans_Ct	Total_Ct_Chng_Q4_Q1	Avg_Utilization_Ratio	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2
10117	712503408	Existing Customer	57	M	2	Graduate	Married	$80K - $120K	Blue	40	6	3	4	17925.0	1909	16016.0	0.712	17498	111	0.820	0.106	0.000516	0.999480
10118	713755458	Attrited Customer	50	M	1	Unknown	Unknown	$80K - $120K	Blue	36	6	3	4	9959.0	952	9007.0	0.825	10310	63	1.100	0.096	0.998130	0.001874
10119	716893683	Attrited Customer	55	F	3	Uneducated	Single	Unknown	Blue	47	4	3	3	14657.0	2517	12140.0	0.166	6009	53	0.514	0.172	0.996910	0.003088
10120	710841183	Existing Customer	54	M	1	High School	Single	$60K - $80K	Blue	34	5	2	0	13940.0	2109	11831.0	0.660	15577	114	0.754	0.151	0.000038	0.999960
10121	713899383	Existing Customer	56	F	1	Graduate	Single	Less than $40K	Blue	50	4	1	4	3688.0	606	3082.0	0.570	14596	120	0.791	0.164	0.000148	0.999850
10122	772366833	Existing Customer	50	M	2	Graduate	Single	$40K - $60K	Blue	40	3	2	3	4003.0	1851	2152.0	0.703	15476	117	0.857	0.462	0.000191	0.999810
10123	710638233	Attrited Customer	41	M	2	Unknown	Divorced	$40K - $60K	Blue	25	4	2	3	4277.0	2186	2091.0	0.804	8764	69	0.683	0.511	0.995270	0.004729
10124	716506083	Attrited Customer	44	F	1	High School	Married	Less than $40K	Blue	36	5	3	4	5409.0	0	5409.0	0.819	10291	60	0.818	0.000	0.997880	0.002118
10125	717406983	Attrited Customer	30	M	2	Graduate	Unknown	$40K - $60K	Blue	36	4	3	3	5281.0	0	5281.0	0.535	8395	62	0.722	0.000	0.996710	0.003294
10126	714337233	Attrited Customer	43	F	2	Graduate	Married	Less than $40K	Silver	25	6	2	4	10388.0	1961	8427.0	0.703	10294	61	0.649	0.189	0.996620	0.003377

Transformed Data

	CLIENTNUM	Attrition_Flag	Customer_Age	Gender	Dependent_count	Education_Level	Marital_Status	Income_Category	Card_Category	Months_on_book	Total_Relationship_Count	Months_Inactive_12_mon	Contacts_Count_12_mon	Credit_Limit	Total_Revolving_Bal	Avg_Open_To_Buy	Total_Amt_Chng_Q4_Q1	Total_Trans_Amt	Total_Trans_Ct	Total_Ct_Chng_Q4_Q1	Avg_Utilization_Ratio	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2
9834	788019483	Existing Customer	49	M	3	Graduate	Married	$80K - $120K	Blue	40	4	1	3	3660.0	766	2894.0	0.535	14515	122	0.848	0.209	0.000096	0.99990
9864	720633558	Existing Customer	37	F	3	Graduate	Divorced	Less than $40K	Blue	24	3	3	4	3727.0	995	2732.0	0.743	14786	101	0.656	0.267	0.000535	0.99946
9895	708880683	Existing Customer	49	M	5	College	Married	$40K - $60K	Blue	40	4	3	4	3970.0	892	3078.0	0.772	13697	102	0.759	0.225	0.000518	0.99948
9929	779082633	Existing Customer	30	M	2	Uneducated	Single	$60K - $80K	Blue	13	3	2	3	4107.0	979	3128.0	0.647	14596	104	0.733	0.238	0.000197	0.99980
9993	719934783	Existing Customer	43	M	3	Doctorate	Married	$80K - $120K	Blue	27	4	2	2	3676.0	673	3003.0	0.629	14651	105	0.780	0.183	0.000171	0.99983
10037	789398733	Existing Customer	56	M	3	Graduate	Married	$120K +	Blue	46	3	3	2	5270.0	779	4491.0	0.731	16179	105	0.694	0.148	0.000187	0.99981
10041	767348733	Existing Customer	56	M	2	Unknown	Married	$60K - $80K	Blue	49	3	3	3	4058.0	793	3265.0	0.758	15865	105	0.667	0.195	0.000333	0.99967
10087	713768358	Existing Customer	45	M	4	Graduate	Single	$40K - $60K	Blue	35	3	2	2	7935.0	888	7047.0	0.779	15380	122	0.694	0.112	0.000119	0.99988
10099	709094358	Existing Customer	51	F	1	Graduate	Single	Less than $40K	Blue	41	4	2	3	8900.0	798	8102.0	0.647	16737	88	0.660	0.090	0.000180	0.99982
10121	713899383	Existing Customer	56	F	1	Graduate	Single	Less than $40K	Blue	50	4	1	4	3688.0	606	3082.0	0.570	14596	120	0.791	0.164	0.000148	0.99985

Profiling Report

	CLIENTNUM	Attrition_Flag	Customer_Age	Gender	Dependent_count	Education_Level	Marital_Status	Income_Category	Card_Category	Months_on_book	Total_Relationship_Count	Months_Inactive_12_mon	Contacts_Count_12_mon	Credit_Limit	Total_Revolving_Bal	Avg_Open_To_Buy	Total_Amt_Chng_Q4_Q1	Total_Trans_Amt	Total_Trans_Ct	Total_Ct_Chng_Q4_Q1	Avg_Utilization_Ratio	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2	# duplicates
Dataset does not contain duplicate rows.

Transformed Data

	CLIENTNUM	Attrition_Flag	Customer_Age	Gender	Dependent_count	Education_Level	Marital_Status	Income_Category	Card_Category	Months_on_book	Total_Relationship_Count	Months_Inactive_12_mon	Contacts_Count_12_mon	Credit_Limit	Total_Revolving_Bal	Avg_Open_To_Buy	Total_Amt_Chng_Q4_Q1	Total_Trans_Amt	Total_Trans_Ct	Total_Ct_Chng_Q4_Q1	Avg_Utilization_Ratio	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1	Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2	# duplicates
Dataset does not contain duplicate rows.

Profiling Report	Transformed Data
`Customer_Age` is highly overall correlated with `Months_on_book`	`Customer_Age` is highly overall correlated with `Months_on_book`	High Correlation
`Months_on_book` is highly overall correlated with `Customer_Age`	`Months_on_book` is highly overall correlated with `Customer_Age`	High Correlation
`Months_Inactive_12_mon` is highly overall correlated with `Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1` and 1 other fields	`Months_Inactive_12_mon` is highly overall correlated with `Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1` and 1 other fields	High Correlation
`Contacts_Count_12_mon` is highly overall correlated with `Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1` and 1 other fields	`Contacts_Count_12_mon` is highly overall correlated with `Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1` and 1 other fields	High Correlation
`Credit_Limit` is highly overall correlated with `Avg_Open_To_Buy`	`Credit_Limit` is highly overall correlated with `Avg_Open_To_Buy` and 1 other fields	High Correlation
`Total_Revolving_Bal` is highly overall correlated with `Avg_Utilization_Ratio`	`Total_Revolving_Bal` is highly overall correlated with `Attrition_Flag`	High Correlation
`Avg_Open_To_Buy` is highly overall correlated with `Credit_Limit` and 1 other fields	`Avg_Open_To_Buy` is highly overall correlated with `Credit_Limit` and 1 other fields	High Correlation
`Total_Trans_Amt` is highly overall correlated with `Total_Trans_Ct`	`Total_Trans_Amt` is highly overall correlated with `Total_Trans_Ct`	High Correlation
`Total_Trans_Ct` is highly overall correlated with `Total_Trans_Amt`	`Total_Trans_Ct` is highly overall correlated with `Total_Trans_Amt` and 1 other fields	High Correlation
`Avg_Utilization_Ratio` is highly overall correlated with `Total_Revolving_Bal` and 1 other fields	`Avg_Utilization_Ratio` is highly overall correlated with `Credit_Limit` and 1 other fields	High Correlation
`Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1` is highly overall correlated with `Months_Inactive_12_mon` and 3 other fields	`Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1` is highly overall correlated with `Months_Inactive_12_mon` and 3 other fields	High Correlation
`Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2` is highly overall correlated with `Months_Inactive_12_mon` and 3 other fields	`Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2` is highly overall correlated with `Months_Inactive_12_mon` and 3 other fields	High Correlation
`Attrition_Flag` is highly overall correlated with `Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1` and 1 other fields	`Attrition_Flag` is highly overall correlated with `Total_Revolving_Bal` and 3 other fields	High Correlation
`Gender` is highly overall correlated with `Income_Category`	`Gender` is highly overall correlated with `Income_Category`	High Correlation
`Income_Category` is highly overall correlated with `Gender`	`Income_Category` is highly overall correlated with `Gender`	High Correlation
`Card_Category` is highly imbalanced (79.2%)	Alert not present in this dataset	Imbalance
`CLIENTNUM` has unique values	`CLIENTNUM` has unique values	Unique
`Dependent_count` has 904 (8.9%) zeros	`Dependent_count` has 15 (9.5%) zeros	Zeros
`Contacts_Count_12_mon` has 399 (3.9%) zeros	`Contacts_Count_12_mon` has 10 (6.3%) zeros	Zeros
`Total_Revolving_Bal` has 2470 (24.4%) zeros	Alert not present in this dataset	Zeros
`Avg_Utilization_Ratio` has 2470 (24.4%) zeros	Alert not present in this dataset	Zeros
Alert not present in this dataset	`Card_Category` has constant value ""	Constant

Overview

Variables

Common Values

Length

Common Values (Plot)

Profiling Report

Transformed Data

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Space Separator

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Profiling Report

Transformed Data

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Profiling Report

Transformed Data

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Profiling Report

Transformed Data

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Profiling Report

Transformed Data

Most occurring characters

Most occurring categories

Most frequent character per category

Space Separator

Uppercase Letter